{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化RGB通道"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f74ab039208>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = mpimp.imread('test.jpg')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1080\n",
      "1920\n",
      "[68 64 52]\n",
      "[71 67 55]\n"
     ]
    }
   ],
   "source": [
    "print(len(img))\n",
    "print(len(img[0]))\n",
    "# print(img)\n",
    "# print(img[0])\n",
    "print(img[0][0])\n",
    "print(img[0][1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f74a8725390>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = img[:,:,0]\n",
    "g = img[:,:,1]\n",
    "b = img[:,:,2]\n",
    "f,(ax1,ax2,ax3)=plt.subplots(1,3,figsize=(20,10))\n",
    "ax1.set_title('r channel')\n",
    "ax1.imshow(r,cmap='gray')\n",
    "ax2.set_title('g channel')\n",
    "ax2.imshow(g,cmap='gray')\n",
    "ax3.set_title('b channel')\n",
    "ax3.imshow(b,cmap='gray')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像的储存模型是什么样的？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f60291b5cc0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "tiny = [\n",
    "    [0, 20, 30, 150, 120],\n",
    "    [200, 200, 250, 70, 3],\n",
    "    [50, 180, 85, 40, 90],\n",
    "    [240, 100, 50, 255, 10],\n",
    "    [30, 0, 75, 190, 220]    \n",
    "]\n",
    "\n",
    "plt.matshow(tiny,cmap='gray')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
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  "toc": {
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